Aura: Universal Multi-dimensional Exogenous Integration for Aviation Time Series
Fuente:
arXiv
Guardado en:
| Autores principales: | Lin, Jiafeng, Zheng, Mengren, Ye, Simeng, Wang, Yuxuan, Zhang, Huan, Liu, Yuhui, Pei, Zhongyi, Wang, Jianmin |
|---|---|
| Formato: | Preprint |
| Publicado: |
2026
|
| Materias: | |
| Acceso en línea: | |
| Etiquetas: |
Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
|
Ejemplares similares
Thoth: Mid-Training Bridges LLMs to Time Series Understanding
por: Lin, Jiafeng, et al.
Publicado: (2026)
por: Lin, Jiafeng, et al.
Publicado: (2026)
Retrieval-Augmented Generation with Covariate Time Series
por: Liang, Kenny Ye, et al.
Publicado: (2026)
por: Liang, Kenny Ye, et al.
Publicado: (2026)
TiMi: Empower Time Series Transformers with Multimodal Mixture of Experts
por: Lin, Jiafeng, et al.
Publicado: (2026)
por: Lin, Jiafeng, et al.
Publicado: (2026)
TimeXer: Empowering Transformers for Time Series Forecasting with Exogenous Variables
por: Wang, Yuxuan, et al.
Publicado: (2024)
por: Wang, Yuxuan, et al.
Publicado: (2024)
DualWeaver: Synergistic Feature Weaving Surrogates for Multivariate Forecasting with Univariate Time Series Foundation Models
por: Li, Jinpeng, et al.
Publicado: (2026)
por: Li, Jinpeng, et al.
Publicado: (2026)
AviationLMM: A Large Multimodal Foundation Model for Civil Aviation
por: Li, Wenbin, et al.
Publicado: (2026)
por: Li, Wenbin, et al.
Publicado: (2026)
Decoding Time Series with LLMs: A Multi-Agent Framework for Cross-Domain Annotation
por: Lin, Minhua, et al.
Publicado: (2024)
por: Lin, Minhua, et al.
Publicado: (2024)
Owl-AuraID 1.0: An Intelligent System for Autonomous Scientific Instrumentation and Scientific Data Analysis
por: Deng, Han, et al.
Publicado: (2026)
por: Deng, Han, et al.
Publicado: (2026)
Metadata Matters for Time Series: Informative Forecasting with Transformers
por: Dong, Jiaxiang, et al.
Publicado: (2024)
por: Dong, Jiaxiang, et al.
Publicado: (2024)
Integrating Time Series into LLMs via Multi-layer Steerable Embedding Fusion for Enhanced Forecasting
por: Chen, Zhuomin, et al.
Publicado: (2025)
por: Chen, Zhuomin, et al.
Publicado: (2025)
Sonar-TS: Search-Then-Verify Natural Language Querying for Time Series Databases
por: Tan, Zhao, et al.
Publicado: (2026)
por: Tan, Zhao, et al.
Publicado: (2026)
A Multi-Task Role-Playing Agent Capable of Imitating Character Linguistic Styles
por: Chen, Siyuan, et al.
Publicado: (2024)
por: Chen, Siyuan, et al.
Publicado: (2024)
TimeSense:Making Large Language Models Proficient in Time-Series Analysis
por: Zhang, Zhirui, et al.
Publicado: (2025)
por: Zhang, Zhirui, et al.
Publicado: (2025)
Timer-S1: A Billion-Scale Time Series Foundation Model with Serial Scaling
por: Liu, Yong, et al.
Publicado: (2026)
por: Liu, Yong, et al.
Publicado: (2026)
Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement
por: Kong, Yaxuan, et al.
Publicado: (2025)
por: Kong, Yaxuan, et al.
Publicado: (2025)
Chinese Essay Rhetoric Recognition Using LoRA, In-context Learning and Model Ensemble
por: Lai, Yuxuan, et al.
Publicado: (2026)
por: Lai, Yuxuan, et al.
Publicado: (2026)
"OK Aura, Be Fair With Me": Demographics-Agnostic Training for Bias Mitigation in Wake-up Word Detection
por: López, Fernando, et al.
Publicado: (2026)
por: López, Fernando, et al.
Publicado: (2026)
Orca: Enhancing Role-Playing Abilities of Large Language Models by Integrating Personality Traits
por: Huang, Yuxuan
Publicado: (2024)
por: Huang, Yuxuan
Publicado: (2024)
POLIS-Bench: Towards Multi-Dimensional Evaluation of LLMs for Bilingual Policy Tasks in Governmental Scenarios
por: Yang, Tingyue, et al.
Publicado: (2025)
por: Yang, Tingyue, et al.
Publicado: (2025)
Instruction Multi-Constraint Molecular Generation Using a Teacher-Student Large Language Model
por: Zhou, Peng, et al.
Publicado: (2024)
por: Zhou, Peng, et al.
Publicado: (2024)
GIIFT: Graph-guided Inductive Image-free Multimodal Machine Translation
por: Xiong, Jiafeng, et al.
Publicado: (2025)
por: Xiong, Jiafeng, et al.
Publicado: (2025)
QUITO: Accelerating Long-Context Reasoning through Query-Guided Context Compression
por: Wang, Wenshan, et al.
Publicado: (2024)
por: Wang, Wenshan, et al.
Publicado: (2024)
MultiDx: A Multi-Source Knowledge Integration Framework towards Diagnostic Reasoning
por: Deng, Yimin, et al.
Publicado: (2026)
por: Deng, Yimin, et al.
Publicado: (2026)
AutoTimes: Autoregressive Time Series Forecasters via Large Language Models
por: Liu, Yong, et al.
Publicado: (2024)
por: Liu, Yong, et al.
Publicado: (2024)
Conversational Education at Scale: A Multi-LLM Agent Workflow for Procedural Learning and Pedagogic Quality Assessment
por: Pei, Jiahuan, et al.
Publicado: (2025)
por: Pei, Jiahuan, et al.
Publicado: (2025)
Tool Verification for Test-Time Reinforcement Learning
por: Liao, Ruotong, et al.
Publicado: (2026)
por: Liao, Ruotong, et al.
Publicado: (2026)
TimeSage-MT: A Multi-Turn Benchmark for Evaluating Agentic Time Series Reasoning
por: Kong, Yaxuan, et al.
Publicado: (2026)
por: Kong, Yaxuan, et al.
Publicado: (2026)
Towards Robust Universal Information Extraction: Benchmark, Evaluation, and Solution
por: Zhu, Jizhao, et al.
Publicado: (2025)
por: Zhu, Jizhao, et al.
Publicado: (2025)
SEED: A Structural Encoder for Embedding-Driven Decoding in Time Series Prediction with LLMs
por: Li, Fengze, et al.
Publicado: (2025)
por: Li, Fengze, et al.
Publicado: (2025)
Inference-Time Language Model Alignment via Integrated Value Guidance
por: Liu, Zhixuan, et al.
Publicado: (2024)
por: Liu, Zhixuan, et al.
Publicado: (2024)
Entropy-Based Block Pruning for Efficient Large Language Models
por: Yang, Liangwei, et al.
Publicado: (2025)
por: Yang, Liangwei, et al.
Publicado: (2025)
Improving Aviation Safety Analysis: Automated HFACS Classification Using Reinforcement Learning with Group Relative Policy Optimization
por: Ahmadi, Arash, et al.
Publicado: (2025)
por: Ahmadi, Arash, et al.
Publicado: (2025)
TCM-DiffRAG: Personalized Syndrome Differentiation Reasoning Method for Traditional Chinese Medicine based on Knowledge Graph and Chain of Thought
por: Li, Jianmin, et al.
Publicado: (2026)
por: Li, Jianmin, et al.
Publicado: (2026)
TableTime: Reformulating Time Series Classification as Training-Free Table Understanding with Large Language Models
por: Wang, Jiahao, et al.
Publicado: (2024)
por: Wang, Jiahao, et al.
Publicado: (2024)
Adapt Data to Model: Adaptive Transformation Optimization for Domain-shared Time Series Foundation Models
por: Qiu, Yunzhong, et al.
Publicado: (2026)
por: Qiu, Yunzhong, et al.
Publicado: (2026)
Automatic Essay Multi-dimensional Scoring with Fine-tuning and Multiple Regression
por: Sun, Kun, et al.
Publicado: (2024)
por: Sun, Kun, et al.
Publicado: (2024)
LSTPrompt: Large Language Models as Zero-Shot Time Series Forecasters by Long-Short-Term Prompting
por: Liu, Haoxin, et al.
Publicado: (2024)
por: Liu, Haoxin, et al.
Publicado: (2024)
MotionTeller: Multi-modal Integration of Wearable Time-Series with LLMs for Health and Behavioral Understanding
por: Zhang, Aiwei, et al.
Publicado: (2025)
por: Zhang, Aiwei, et al.
Publicado: (2025)
HM-RAG: Hierarchical Multi-Agent Multimodal Retrieval Augmented Generation
por: Liu, Pei, et al.
Publicado: (2025)
por: Liu, Pei, et al.
Publicado: (2025)
Measuring Reasoning Quality in LLMs: A Multi-Dimensional Behavioral Framework
por: Şenol, Ali, et al.
Publicado: (2026)
por: Şenol, Ali, et al.
Publicado: (2026)
Ejemplares similares
-
Thoth: Mid-Training Bridges LLMs to Time Series Understanding
por: Lin, Jiafeng, et al.
Publicado: (2026) -
Retrieval-Augmented Generation with Covariate Time Series
por: Liang, Kenny Ye, et al.
Publicado: (2026) -
TiMi: Empower Time Series Transformers with Multimodal Mixture of Experts
por: Lin, Jiafeng, et al.
Publicado: (2026) -
TimeXer: Empowering Transformers for Time Series Forecasting with Exogenous Variables
por: Wang, Yuxuan, et al.
Publicado: (2024) -
DualWeaver: Synergistic Feature Weaving Surrogates for Multivariate Forecasting with Univariate Time Series Foundation Models
por: Li, Jinpeng, et al.
Publicado: (2026)